How Carvaly researches, reviews, and corrects content.
This policy identifies who is accountable for Carvaly content, how we distinguish evidence, what is checked before publication, and how readers can request a correction.
- Byline
- Carvaly EditorialThe organizational publishing team within XPO8 Limited.
- Language coverage
- English + Bahasa MalaysiaMeaning, limits, sources, and warnings are checked across both versions.
- Policy reviewed
- 11 July 2026The date changes only when the policy changes substantively.
1. Who is behind the byline
Carvaly Editorial is the organizational byline for our public research and guidance.
The name refers to the team maintaining content within XPO8 Limited, Carvaly's legal operator. It does not represent one named journalist, independent appraiser, mechanic, lawyer, or financial adviser, and it does not imply unpublished personal credentials.
Every article byline links to this section so readers and search systems can identify the accountable publisher without an invented persona or unverifiable biography.
- Editorial owner: Carvaly, operated by XPO8 Limited.
- Coverage: Malaysian used-car valuation, markets, ownership, selling, and dealer workflows.
- Limit: content is information and decision support, not an inspection, official appraisal, or personalized professional advice.
2. Purpose and publishing process
We publish to help readers understand relevant evidence before making a used-car decision.
Each guide starts with a defined reader question. We establish terms, identify the evidence class needed, review relevant product documentation and external sources, then write an answer that separates facts, interpretation, examples, and limits.
We prioritize information that helps Malaysian buyers, sellers, and dealers perform their own checks. Content is not created solely to capture a search term, and an update date is not changed merely to make a page look fresh.
- Who: the organizational editorial team named above.
- How: research, scoping, writing, review, translation, and structured publication.
- Why: to provide inspectable decision context, not promise a price or outcome.
3. Sources and data definitions
A number is useful only when its market class, date, and limits are clear.
We prefer government, regulator, industry-association, and first-party documents. When a claim depends on external evidence, we link the exact document beside the claim where practical and retain its publisher and title in the article source list.
One data class is not used as a substitute for another. New-vehicle sales and registrations can provide automotive context, but neither proves used-car sale prices, used transaction volume, or time to sell.
- New-vehicle sales: new units reported sold in a defined period.
- Registrations: vehicles recorded in registration data; not necessarily used-car transactions.
- Active listings: observed asking prices, not final agreed prices.
- Completed transactions: completed transfers or sales only when the dataset clearly defines them that way.
- Sale prices: final amounts paid; they cannot be inferred from asking prices alone.
4. Review standards before publication
Review focuses on scope accuracy, traceability, and consistency between what people and machines see.
Before publication or a material update, we check that wording distinguishes fact from inference, links support nearby claims, and figures retain the source period, unit, and data class.
We also check product claims against current behavior, English and Bahasa Malaysia meaning, internal links, image alternative text, and the alignment of author, dates, title, and representative image across visible pages, social metadata, and structured data.
- Numbered claims need an identifiable source, date, unit, and context.
- Illustrative charts must not masquerade as measurements; charts are removed when no data basis exists.
- An 'updated' date marks a substantive change, not an automated refresh.
- Legal, financial, inspection, and government-process references link to official sources when available.
5. AI-assisted illustrations
Some editorial images are created with AI assistance and are used only as illustrations.
Those illustrations receive human review for topical relevance, composition, accessibility, and potentially misleading marks such as text, logos, badges, numbers, or invented interfaces. Article captions identify the images as conceptual.
An illustration is not a photograph of a real vehicle or listing, condition evidence, a transaction record, a chart, or a dataset. No market or valuation conclusion is sourced from its pixels.
- Alternative text describes the visual's function without needlessly repeating its caption.
- Four crops are reviewed so the core context remains in social and article formats.
- An image that could be mistaken for evidence or official material is not published.
6. Corrections and material updates
Readers can submit reviewable evidence, and meaningful changes are represented honestly.
Email support@carvaly.com with the URL, page language, what appears wrong, and a supporting source. Use the subject 'Editorial correction' and do not send payment-card details or sensitive identity documents.
We check a report against current sources and product behavior. If a material error is confirmed, we correct the article, update its date only when content changed substantively, and add an explanation on the article when the correction changes an important meaning or conclusion.
- Minor spelling corrections do not necessarily change an article's update date.
- Changes to a source, figure, scope, limit, or conclusion are normally material.
- Removing a claim that can no longer be supported is treated as a correction, not merely a style edit.
This policy was last reviewed on 11 July 2026.
Read the evidence, limits, and sources before acting.
Explore Carvaly's guides or review how marketplace asking prices become decision-support ranges.